Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 99958 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 14.5 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 6 |
df_index is highly correlated with primary_key | High correlation |
primary_key is highly correlated with df_index | High correlation |
voice_oob_mean is highly correlated with voice_oob_sum | High correlation |
voice_oob_sum is highly correlated with voice_oob_mean | High correlation |
voice_oob_nat_mean is highly correlated with voice_oob_nat_sum | High correlation |
voice_oob_nat_sum is highly correlated with voice_oob_nat_mean | High correlation |
primary_key is uniformly distributed | Uniform |
df_index has unique values | Unique |
primary_key has unique values | Unique |
r_age_val has unique values | Unique |
count_orange has 83374 (83.4%) zeros | Zeros |
voice_oob_mean has 65925 (66.0%) zeros | Zeros |
voice_oob_sum has 65925 (66.0%) zeros | Zeros |
voice_oob_nat_mean has 80337 (80.4%) zeros | Zeros |
voice_oob_nat_sum has 80337 (80.4%) zeros | Zeros |
Reproduction
| Analysis started | 2021-01-16 21:41:37.003491 |
|---|---|
| Analysis finished | 2021-01-16 21:42:25.890091 |
| Duration | 48.89 seconds |
| Software version | pandas-profiling v2.10.0 |
| Download configuration | config.yaml |
| Distinct | 99958 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50580.26431 |
|---|---|
| Minimum | 0 |
| Maximum | 100999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4998.85 |
| Q1 | 24993.25 |
| median | 50993.5 |
| Q3 | 75997.75 |
| 95-th percentile | 96000.15 |
| Maximum | 100999 |
| Range | 100999 |
| Interquartile range (IQR) | 51004.5 |
Descriptive statistics
| Standard deviation | 29291.26667 |
|---|---|
| Coefficient of variation (CV) | 0.5791046581 |
| Kurtosis | -1.215053109 |
| Mean | 50580.26431 |
| Median Absolute Deviation (MAD) | 25502.5 |
| Skewness | -0.008149656078 |
| Sum | 5055902060 |
| Variance | 857978303.2 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 84668 | 1 | < 0.1% |
| 4759 | 1 | < 0.1% |
| 27288 | 1 | < 0.1% |
| 25241 | 1 | < 0.1% |
| 31386 | 1 | < 0.1% |
| 29339 | 1 | < 0.1% |
| 19100 | 1 | < 0.1% |
| 17053 | 1 | < 0.1% |
| 23198 | 1 | < 0.1% |
| Other values (99948) | 99948 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 |
| Value | Count | Frequency (%) |
| 100999 | 1 | |
| 100998 | 1 | |
| 100997 | 1 | |
| 100996 | 1 | |
| 100995 | 1 |
| Distinct | 99958 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49997.85928 |
|---|---|
| Minimum | 1 |
| Maximum | 100000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4999.85 |
| Q1 | 24994.25 |
| median | 49994.5 |
| Q3 | 74998.75 |
| 95-th percentile | 95001.15 |
| Maximum | 100000 |
| Range | 99999 |
| Interquartile range (IQR) | 50004.5 |
Descriptive statistics
| Standard deviation | 28869.17893 |
|---|---|
| Coefficient of variation (CV) | 0.5774083 |
| Kurtosis | -1.200138451 |
| Mean | 49997.85928 |
| Median Absolute Deviation (MAD) | 25002.5 |
| Skewness | 0.0001647137656 |
| Sum | 4997686018 |
| Variance | 833429492.1 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 39622 | 1 | < 0.1% |
| 76464 | 1 | < 0.1% |
| 74417 | 1 | < 0.1% |
| 80562 | 1 | < 0.1% |
| 78515 | 1 | < 0.1% |
| 68276 | 1 | < 0.1% |
| 66229 | 1 | < 0.1% |
| 72374 | 1 | < 0.1% |
| 70327 | 1 | < 0.1% |
| Other values (99948) | 99948 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 |
| Value | Count | Frequency (%) |
| 100000 | 1 | |
| 99999 | 1 | |
| 99998 | 1 | |
| 99997 | 1 | |
| 99996 | 1 |
| Distinct | 99958 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.498642977 |
|---|---|
| Minimum | 3.23667191 × 105 |
| Maximum | 0.9999880234 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 3.23667191 × 105 |
|---|---|
| 5-th percentile | 0.04917355964 |
| Q1 | 0.2493645223 |
| median | 0.497055489 |
| Q3 | 0.7497351963 |
| 95-th percentile | 0.9499201727 |
| Maximum | 0.9999880234 |
| Range | 0.9999556567 |
| Interquartile range (IQR) | 0.500370674 |
Descriptive statistics
| Standard deviation | 0.2889375317 |
|---|---|
| Coefficient of variation (CV) | 0.5794477113 |
| Kurtosis | -1.200737397 |
| Mean | 0.498642977 |
| Median Absolute Deviation (MAD) | 0.2501880743 |
| Skewness | 0.006012226328 |
| Sum | 49843.35469 |
| Variance | 0.08348489725 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1840802424 | 1 | < 0.1% |
| 0.7935401013 | 1 | < 0.1% |
| 0.458713362 | 1 | < 0.1% |
| 0.8191695667 | 1 | < 0.1% |
| 0.1122393482 | 1 | < 0.1% |
| 0.7174767267 | 1 | < 0.1% |
| 0.1196117112 | 1 | < 0.1% |
| 0.5353033876 | 1 | < 0.1% |
| 0.1366209837 | 1 | < 0.1% |
| 0.2337465684 | 1 | < 0.1% |
| Other values (99948) | 99948 |
| Value | Count | Frequency (%) |
| 3.23667191 × 105 | 1 | |
| 4.471326247 × 105 | 1 | |
| 5.069980398 × 105 | 1 | |
| 8.817738853 × 105 | 1 | |
| 9.196507744 × 105 | 1 |
| Value | Count | Frequency (%) |
| 0.9999880234 | 1 | |
| 0.9999297063 | 1 | |
| 0.9998888529 | 1 | |
| 0.9998853074 | 1 | |
| 0.9998679473 | 1 |
cust_gender_cd
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.0 KiB |
| F | |
|---|---|
| M | |
| Unknown | 4066 |
Length
| Max length | 7 |
|---|---|
| Median length | 1 |
| Mean length | 1.244062506 |
| Min length | 1 |
Characters and Unicode
| Total characters | 124354 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | M |
| 5th row | F |
| Value | Count | Frequency (%) |
| F | 50154 | |
| M | 45738 | |
| Unknown | 4066 | 4.1% |
| Value | Count | Frequency (%) |
| f | 50154 | |
| m | 45738 | |
| unknown | 4066 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 50154 | |
| M | 45738 | |
| n | 12198 | 9.8% |
| U | 4066 | 3.3% |
| k | 4066 | 3.3% |
| o | 4066 | 3.3% |
| w | 4066 | 3.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 99958 | |
| Lowercase Letter | 24396 | 19.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 12198 | |
| k | 4066 | 16.7% |
| o | 4066 | 16.7% |
| w | 4066 | 16.7% |
| Value | Count | Frequency (%) |
| F | 50154 | |
| M | 45738 | |
| U | 4066 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 124354 |
Most frequent character per script
| Value | Count | Frequency (%) |
| F | 50154 | |
| M | 45738 | |
| n | 12198 | 9.8% |
| U | 4066 | 3.3% |
| k | 4066 | 3.3% |
| o | 4066 | 3.3% |
| w | 4066 | 3.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 124354 |
Most frequent character per block
| Value | Count | Frequency (%) |
| F | 50154 | |
| M | 45738 | |
| n | 12198 | 9.8% |
| U | 4066 | 3.3% |
| k | 4066 | 3.3% |
| o | 4066 | 3.3% |
| w | 4066 | 3.3% |
cust_language_cd
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.0 KiB |
| FR | |
|---|---|
| NL | |
| EN | 374 |
| DE | 137 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 199916 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FR |
|---|---|
| 2nd row | FR |
| 3rd row | FR |
| 4th row | FR |
| 5th row | NL |
| Value | Count | Frequency (%) |
| FR | 53841 | |
| NL | 45606 | |
| EN | 374 | 0.4% |
| DE | 137 | 0.1% |
| Value | Count | Frequency (%) |
| fr | 53841 | |
| nl | 45606 | |
| en | 374 | 0.4% |
| de | 137 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 53841 | |
| R | 53841 | |
| N | 45980 | |
| L | 45606 | |
| E | 511 | 0.3% |
| D | 137 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 199916 |
Most frequent character per category
| Value | Count | Frequency (%) |
| F | 53841 | |
| R | 53841 | |
| N | 45980 | |
| L | 45606 | |
| E | 511 | 0.3% |
| D | 137 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 199916 |
Most frequent character per script
| Value | Count | Frequency (%) |
| F | 53841 | |
| R | 53841 | |
| N | 45980 | |
| L | 45606 | |
| E | 511 | 0.3% |
| D | 137 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 199916 |
Most frequent character per block
| Value | Count | Frequency (%) |
| F | 53841 | |
| R | 53841 | |
| N | 45980 | |
| L | 45606 | |
| E | 511 | 0.3% |
| D | 137 | 0.1% |
cust_mkt_segm_desc
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.0 KiB |
| MASS | |
|---|---|
| SOHO | 7058 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 399832 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MASS |
|---|---|
| 2nd row | MASS |
| 3rd row | MASS |
| 4th row | MASS |
| 5th row | MASS |
| Value | Count | Frequency (%) |
| MASS | 92900 | |
| SOHO | 7058 | 7.1% |
| Value | Count | Frequency (%) |
| mass | 92900 | |
| soho | 7058 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 192858 | |
| M | 92900 | |
| A | 92900 | |
| O | 14116 | 3.5% |
| H | 7058 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 399832 |
Most frequent character per category
| Value | Count | Frequency (%) |
| S | 192858 | |
| M | 92900 | |
| A | 92900 | |
| O | 14116 | 3.5% |
| H | 7058 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 399832 |
Most frequent character per script
| Value | Count | Frequency (%) |
| S | 192858 | |
| M | 92900 | |
| A | 92900 | |
| O | 14116 | 3.5% |
| H | 7058 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 399832 |
Most frequent character per block
| Value | Count | Frequency (%) |
| S | 192858 | |
| M | 92900 | |
| A | 92900 | |
| O | 14116 | 3.5% |
| H | 7058 | 1.8% |
trf_mdl_phonedeal_cd
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 99958 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 62964 | |
| 1 | 36994 |
| Value | Count | Frequency (%) |
| 0 | 62964 | |
| 1 | 36994 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 62964 | |
| 1 | 36994 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 99958 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 62964 | |
| 1 | 36994 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 99958 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 62964 | |
| 1 | 36994 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 99958 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 62964 | |
| 1 | 36994 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1896796655 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 83374 |
| Zeros (%) | 83.4% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4549128731 |
|---|---|
| Coefficient of variation (CV) | 2.398321781 |
| Kurtosis | 7.808397147 |
| Mean | 0.1896796655 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.598609855 |
| Sum | 18960 |
| Variance | 0.2069457221 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 83374 | |
| 1 | 14457 | 14.5% |
| 2 | 1906 | 1.9% |
| 3 | 200 | 0.2% |
| 4 | 15 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 83374 | |
| 1 | 14457 | 14.5% |
| 2 | 1906 | 1.9% |
| 3 | 200 | 0.2% |
| 4 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 5 | 5 | < 0.1% |
| 4 | 15 | < 0.1% |
| 3 | 200 | 0.2% |
| 2 | 1906 |
cust_total_mobile_qty
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.0 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | 4067 |
| 6 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 99958 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 1 |
| Value | Count | Frequency (%) |
| 1 | 63875 | |
| 2 | 22980 | 23.0% |
| 3 | 9035 | 9.0% |
| 4 | 4067 | 4.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 63875 | |
| 2 | 22980 | 23.0% |
| 3 | 9035 | 9.0% |
| 4 | 4067 | 4.1% |
| 6 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 63875 | |
| 2 | 22980 | 23.0% |
| 3 | 9035 | 9.0% |
| 4 | 4067 | 4.1% |
| 6 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 99958 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 63875 | |
| 2 | 22980 | 23.0% |
| 3 | 9035 | 9.0% |
| 4 | 4067 | 4.1% |
| 6 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 99958 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 63875 | |
| 2 | 22980 | 23.0% |
| 3 | 9035 | 9.0% |
| 4 | 4067 | 4.1% |
| 6 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 99958 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 63875 | |
| 2 | 22980 | 23.0% |
| 3 | 9035 | 9.0% |
| 4 | 4067 | 4.1% |
| 6 | 1 | < 0.1% |
| Distinct | 23763 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.764173275 |
|---|---|
| Minimum | 0 |
| Maximum | 375.3951333 |
| Zeros | 65925 |
| Zeros (%) | 66.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.775958335 |
| 95-th percentile | 9.468136669 |
| Maximum | 375.3951333 |
| Range | 375.3951333 |
| Interquartile range (IQR) | 0.775958335 |
Descriptive statistics
| Standard deviation | 6.325627466 |
|---|---|
| Coefficient of variation (CV) | 3.585604406 |
| Kurtosis | 442.1400149 |
| Mean | 1.764173275 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.10221597 |
| Sum | 176343.2322 |
| Variance | 40.01356284 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 65925 | |
| 0.2755 | 1395 | 1.4% |
| 0.17906667 | 767 | 0.8% |
| 0.551 | 433 | 0.4% |
| 0.55096667 | 274 | 0.3% |
| 0.8265 | 205 | 0.2% |
| 0.41323333 | 199 | 0.2% |
| 0.35813333 | 167 | 0.2% |
| 1.102 | 85 | 0.1% |
| 0.45456667 | 80 | 0.1% |
| Other values (23753) | 30428 |
| Value | Count | Frequency (%) |
| 0 | 65925 | |
| 0.00093333 | 1 | < 0.1% |
| 0.00113333 | 4 | < 0.1% |
| 0.00183333 | 1 | < 0.1% |
| 0.0023 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 375.3951333 | 1 | |
| 353.3198667 | 1 | |
| 275.4740667 | 1 | |
| 243.3725333 | 1 | |
| 237.3467 | 1 |
| Distinct | 23674 |
|---|---|
| Distinct (%) | 23.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.265834626 |
|---|---|
| Minimum | 0 |
| Maximum | 1126.1854 |
| Zeros | 65925 |
| Zeros (%) | 66.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2.29465 |
| 95-th percentile | 28.35906 |
| Maximum | 1126.1854 |
| Range | 1126.1854 |
| Interquartile range (IQR) | 2.29465 |
Descriptive statistics
| Standard deviation | 18.83123087 |
|---|---|
| Coefficient of variation (CV) | 3.576115129 |
| Kurtosis | 439.4605764 |
| Mean | 5.265834626 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.99401962 |
| Sum | 526362.2975 |
| Variance | 354.6152561 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 65925 | |
| 0.8265 | 1429 | 1.4% |
| 0.5372 | 779 | 0.8% |
| 1.653 | 450 | 0.5% |
| 1.6529 | 281 | 0.3% |
| 1.2397 | 202 | 0.2% |
| 2.4795 | 190 | 0.2% |
| 1.0744 | 170 | 0.2% |
| 3.306 | 87 | 0.1% |
| 1.3637 | 80 | 0.1% |
| Other values (23664) | 30365 |
| Value | Count | Frequency (%) |
| 0 | 65925 | |
| 0.0028 | 1 | < 0.1% |
| 0.0034 | 4 | < 0.1% |
| 0.0055 | 1 | < 0.1% |
| 0.0069 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1126.1854 | 1 | |
| 1059.9596 | 1 | |
| 826.4222 | 1 | |
| 730.1176 | 1 | |
| 712.0196 | 1 |
| Distinct | 17160 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.087095392 |
|---|---|
| Minimum | 0 |
| Maximum | 275.4740667 |
| Zeros | 80337 |
| Zeros (%) | 80.4% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 6.494221669 |
| Maximum | 275.4740667 |
| Range | 275.4740667 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 4.475306891 |
|---|---|
| Coefficient of variation (CV) | 4.116756382 |
| Kurtosis | 377.5297469 |
| Mean | 1.087095392 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.70083205 |
| Sum | 108663.8811 |
| Variance | 20.02837177 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 80337 | |
| 0.06886667 | 13 | < 0.1% |
| 0.0551 | 11 | < 0.1% |
| 0.04476667 | 10 | < 0.1% |
| 0.1056 | 9 | < 0.1% |
| 0.12856667 | 9 | < 0.1% |
| 0.12396667 | 8 | < 0.1% |
| 0.17446667 | 8 | < 0.1% |
| 0.13773333 | 8 | < 0.1% |
| 0.07576667 | 8 | < 0.1% |
| Other values (17150) | 19537 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 80337 | |
| 0.00093333 | 1 | < 0.1% |
| 0.00113333 | 4 | < 0.1% |
| 0.00183333 | 1 | < 0.1% |
| 0.0023 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 275.4740667 | 1 | |
| 243.3725333 | 1 | |
| 169.75 | 1 | |
| 163.5384 | 1 | |
| 136.4082667 | 1 |
| Distinct | 17138 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.254846711 |
|---|---|
| Minimum | 0 |
| Maximum | 826.4222 |
| Zeros | 80337 |
| Zeros (%) | 80.4% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 19.43995 |
| Maximum | 826.4222 |
| Range | 826.4222 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 13.39464728 |
|---|---|
| Coefficient of variation (CV) | 4.115292814 |
| Kurtosis | 380.0509556 |
| Mean | 3.254846711 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.72397772 |
| Sum | 325347.9675 |
| Variance | 179.4165757 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 80337 | |
| 0.2066 | 13 | < 0.1% |
| 0.1653 | 11 | < 0.1% |
| 0.1343 | 10 | < 0.1% |
| 0.3857 | 9 | < 0.1% |
| 0.3168 | 9 | < 0.1% |
| 0.4132 | 8 | < 0.1% |
| 0.4408 | 8 | < 0.1% |
| 0.2273 | 8 | < 0.1% |
| 0.3719 | 8 | < 0.1% |
| Other values (17128) | 19537 | 19.5% |
| Value | Count | Frequency (%) |
| 0 | 80337 | |
| 0.0028 | 1 | < 0.1% |
| 0.0034 | 4 | < 0.1% |
| 0.0055 | 1 | < 0.1% |
| 0.0069 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 826.4222 | 1 | |
| 730.1176 | 1 | |
| 509.25 | 1 | |
| 490.6152 | 1 | |
| 409.2248 | 1 |
mean_bill_rev_vs_trf_plan
Real number (ℝ≥0)
| Distinct | 70560 |
|---|---|
| Distinct (%) | 70.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.102395808 |
|---|---|
| Minimum | 0 |
| Maximum | 39.50738889 |
| Zeros | 349 |
| Zeros (%) | 0.3% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.7438 |
| Q1 | 0.8319972225 |
| median | 0.910143611 |
| Q3 | 1.150698167 |
| 95-th percentile | 2.015644283 |
| Maximum | 39.50738889 |
| Range | 39.50738889 |
| Interquartile range (IQR) | 0.3187009444 |
Descriptive statistics
| Standard deviation | 0.6514355205 |
|---|---|
| Coefficient of variation (CV) | 0.5909270658 |
| Kurtosis | 319.3943029 |
| Mean | 1.102395808 |
| Median Absolute Deviation (MAD) | 0.083698611 |
| Skewness | 10.76682523 |
| Sum | 110193.2802 |
| Variance | 0.4243682374 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8264466667 | 3531 | 3.5% |
| 0.8264416667 | 2409 | 2.4% |
| 0.82645 | 2295 | 2.3% |
| 0.826445 | 1592 | 1.6% |
| 0.99174 | 984 | 1.0% |
| 0.826444 | 838 | 0.8% |
| 0.72727 | 456 | 0.5% |
| 0.8308911113 | 377 | 0.4% |
| 0.8264457143 | 366 | 0.4% |
| 0 | 349 | 0.3% |
| Other values (70550) | 86761 |
| Value | Count | Frequency (%) |
| 0 | 349 | |
| 0.0002527775 | 1 | < 0.1% |
| 0.002475 | 1 | < 0.1% |
| 0.002533333333 | 1 | < 0.1% |
| 0.005555555833 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 39.50738889 | 1 | |
| 33.10309778 | 1 | |
| 29.73575333 | 1 | |
| 27.03434533 | 1 | |
| 19.176725 | 1 |
tenure_days
Real number (ℝ≥0)
| Distinct | 7085 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2619.986714 |
|---|---|
| Minimum | 88 |
| Maximum | 7461 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 88 |
|---|---|
| 5-th percentile | 207 |
| Q1 | 772 |
| median | 2054 |
| Q3 | 4412 |
| 95-th percentile | 6233.15 |
| Maximum | 7461 |
| Range | 7373 |
| Interquartile range (IQR) | 3640 |
Descriptive statistics
| Standard deviation | 2050.001721 |
|---|---|
| Coefficient of variation (CV) | 0.7824473725 |
| Kurtosis | -1.073057737 |
| Mean | 2619.986714 |
| Median Absolute Deviation (MAD) | 1535 |
| Skewness | 0.5220895246 |
| Sum | 261888632 |
| Variance | 4202507.055 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 202 | 147 | 0.1% |
| 422 | 145 | 0.1% |
| 406 | 135 | 0.1% |
| 415 | 112 | 0.1% |
| 181 | 102 | 0.1% |
| 401 | 95 | 0.1% |
| 411 | 94 | 0.1% |
| 408 | 94 | 0.1% |
| 107 | 93 | 0.1% |
| 410 | 92 | 0.1% |
| Other values (7075) | 98849 |
| Value | Count | Frequency (%) |
| 88 | 6 | |
| 90 | 3 | < 0.1% |
| 91 | 8 | |
| 93 | 3 | < 0.1% |
| 95 | 8 |
| Value | Count | Frequency (%) |
| 7461 | 1 | |
| 7460 | 1 | |
| 7459 | 1 | |
| 7456 | 1 | |
| 7455 | 1 |
days_since_moving
Real number (ℝ≥0)
| Distinct | 358 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 358.6777246 |
|---|---|
| Minimum | 4 |
| Maximum | 365 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 365 |
| Q1 | 365 |
| median | 365 |
| Q3 | 365 |
| 95-th percentile | 365 |
| Maximum | 365 |
| Range | 361 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 37.25369475 |
|---|---|
| Coefficient of variation (CV) | 0.1038639765 |
| Kurtosis | 45.43473743 |
| Mean | 358.6777246 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -6.604567379 |
| Sum | 35852708 |
| Variance | 1387.837772 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 365 | 96180 | |
| 294 | 44 | < 0.1% |
| 181 | 26 | < 0.1% |
| 237 | 24 | < 0.1% |
| 301 | 24 | < 0.1% |
| 286 | 24 | < 0.1% |
| 321 | 23 | < 0.1% |
| 209 | 23 | < 0.1% |
| 207 | 22 | < 0.1% |
| 312 | 22 | < 0.1% |
| Other values (348) | 3546 | 3.5% |
| Value | Count | Frequency (%) |
| 4 | 6 | |
| 5 | 12 | |
| 6 | 8 | |
| 7 | 5 | < 0.1% |
| 8 | 14 |
| Value | Count | Frequency (%) |
| 365 | 96180 | |
| 364 | 18 | < 0.1% |
| 363 | 16 | < 0.1% |
| 362 | 5 | < 0.1% |
| 361 | 5 | < 0.1% |
nb_cont
Real number (ℝ≥0)
| Distinct | 479 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.58085396 |
|---|---|
| Minimum | 0 |
| Maximum | 1847 |
| Zeros | 182 |
| Zeros (%) | 0.2% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 21 |
| median | 35 |
| Q3 | 57 |
| 95-th percentile | 115 |
| Maximum | 1847 |
| Range | 1847 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 42.74962571 |
|---|---|
| Coefficient of variation (CV) | 0.9378855813 |
| Kurtosis | 85.21080245 |
| Mean | 45.58085396 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 5.350697573 |
| Sum | 4556171 |
| Variance | 1827.530498 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 1848 | 1.8% |
| 25 | 1847 | 1.8% |
| 24 | 1841 | 1.8% |
| 22 | 1831 | 1.8% |
| 27 | 1831 | 1.8% |
| 29 | 1819 | 1.8% |
| 21 | 1804 | 1.8% |
| 28 | 1802 | 1.8% |
| 20 | 1782 | 1.8% |
| 30 | 1772 | 1.8% |
| Other values (469) | 81781 |
| Value | Count | Frequency (%) |
| 0 | 182 | 0.2% |
| 1 | 246 | |
| 2 | 358 | |
| 3 | 449 | |
| 4 | 566 |
| Value | Count | Frequency (%) |
| 1847 | 1 | |
| 1216 | 1 | |
| 1194 | 1 | |
| 1155 | 1 | |
| 1113 | 1 |
avg_tp_churn
Real number (ℝ≥0)
| Distinct | 41 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02891477422 |
|---|---|
| Minimum | 0.004684040198 |
| Maximum | 0.05323896678 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.0 KiB |
Quantile statistics
| Minimum | 0.004684040198 |
|---|---|
| 5-th percentile | 0.008277404922 |
| Q1 | 0.02475870751 |
| median | 0.03072007864 |
| Q3 | 0.03514511531 |
| 95-th percentile | 0.03903508772 |
| Maximum | 0.05323896678 |
| Range | 0.04855492658 |
| Interquartile range (IQR) | 0.0103864078 |
Descriptive statistics
| Standard deviation | 0.009096067923 |
|---|---|
| Coefficient of variation (CV) | 0.3145820145 |
| Kurtosis | 0.8724151247 |
| Mean | 0.02891477422 |
| Median Absolute Deviation (MAD) | 0.005507416861 |
| Skewness | -0.5189241464 |
| Sum | 2890.263001 |
| Variance | 8.273845167 × 105 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.03659559741 | 12907 | 12.9% |
| 0.03226293791 | 12673 | 12.7% |
| 0.02408960309 | 9470 | 9.5% |
| 0.02537772379 | 7220 | 7.2% |
| 0.02521266178 | 5704 | 5.7% |
| 0.02868947462 | 4916 | 4.9% |
| 0.03514511531 | 4185 | 4.2% |
| 0.03634149216 | 3537 | 3.5% |
| 0.01284422111 | 3530 | 3.5% |
| 0.02977013642 | 3279 | 3.3% |
| Other values (31) | 32537 |
| Value | Count | Frequency (%) |
| 0.004684040198 | 2194 | |
| 0.007636178517 | 779 | 0.8% |
| 0.008277404922 | 2706 | |
| 0.01284422111 | 3530 | |
| 0.01437371663 | 455 | 0.5% |
| Value | Count | Frequency (%) |
| 0.05323896678 | 1479 | |
| 0.04661548497 | 2658 | |
| 0.04658106898 | 237 | 0.2% |
| 0.04119318182 | 188 | 0.2% |
| 0.03903508772 | 653 | 0.7% |
churned
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.0 KiB |
| 0 | |
|---|---|
| 1 | 2202 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 99958 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 97756 | |
| 1 | 2202 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 97756 | |
| 1 | 2202 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 97756 | |
| 1 | 2202 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 99958 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 97756 | |
| 1 | 2202 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 99958 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 97756 | |
| 1 | 2202 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 99958 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 97756 | |
| 1 | 2202 | 2.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | primary_key | r_age_val | cust_gender_cd | cust_language_cd | cust_mkt_segm_desc | trf_mdl_phonedeal_cd | count_orange | cust_total_mobile_qty | voice_oob_mean | voice_oob_sum | voice_oob_nat_mean | voice_oob_nat_sum | mean_bill_rev_vs_trf_plan | tenure_days | days_since_moving | nb_cont | avg_tp_churn | churned | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 0.369409 | F | FR | MASS | 0 | 0 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.826445 | 228 | 365 | 24 | 0.036341 | 0 |
| 1 | 1 | 2 | 0.160948 | M | FR | MASS | 0 | 0 | 1 | 16.338333 | 49.0150 | 16.338333 | 49.0150 | 0.000000 | 2715 | 365 | 19 | 0.025139 | 0 |
| 2 | 2 | 3 | 0.495127 | F | FR | MASS | 0 | 0 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.835336 | 6211 | 365 | 16 | 0.036596 | 0 |
| 3 | 3 | 4 | 0.227484 | M | FR | MASS | 1 | 0 | 2 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.827435 | 152 | 365 | 15 | 0.024090 | 0 |
| 4 | 4 | 5 | 0.213877 | F | NL | MASS | 0 | 0 | 1 | 1.349567 | 4.0487 | 1.349567 | 4.0487 | 0.986898 | 3896 | 365 | 15 | 0.035460 | 0 |
| 5 | 5 | 6 | 0.467429 | F | NL | MASS | 1 | 0 | 1 | 0.344367 | 1.0331 | 0.000000 | 0.0000 | 0.860240 | 1486 | 14 | 53 | 0.024090 | 0 |
| 6 | 6 | 7 | 0.511718 | M | NL | MASS | 0 | 0 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 1.032640 | 4762 | 365 | 45 | 0.036341 | 0 |
| 7 | 7 | 8 | 0.809214 | F | FR | MASS | 0 | 0 | 1 | 1.096300 | 3.2889 | 1.096300 | 3.2889 | 1.177249 | 614 | 365 | 110 | 0.033741 | 0 |
| 8 | 8 | 9 | 0.165527 | M | NL | MASS | 0 | 0 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 1.377407 | 3631 | 365 | 7 | 0.029770 | 0 |
| 9 | 9 | 10 | 0.766809 | M | FR | MASS | 0 | 0 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.706924 | 246 | 365 | 21 | 0.053239 | 0 |
Last rows
| df_index | primary_key | r_age_val | cust_gender_cd | cust_language_cd | cust_mkt_segm_desc | trf_mdl_phonedeal_cd | count_orange | cust_total_mobile_qty | voice_oob_mean | voice_oob_sum | voice_oob_nat_mean | voice_oob_nat_sum | mean_bill_rev_vs_trf_plan | tenure_days | days_since_moving | nb_cont | avg_tp_churn | churned | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99948 | 100990 | 99991 | 0.843009 | F | NL | MASS | 0 | 0 | 2 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 1.047873 | 2009 | 365 | 60 | 0.032472 | 0 |
| 99949 | 100991 | 99992 | 0.441968 | M | FR | SOHO | 1 | 0 | 2 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 1.287842 | 786 | 365 | 34 | 0.014374 | 0 |
| 99950 | 100992 | 99993 | 0.117985 | Unknown | FR | SOHO | 0 | 0 | 1 | 0.195233 | 0.5857 | 0.000000 | 0.0000 | 1.252494 | 2543 | 365 | 40 | 0.032263 | 0 |
| 99951 | 100993 | 99994 | 0.936916 | Unknown | FR | MASS | 0 | 0 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.859313 | 3839 | 126 | 47 | 0.036341 | 0 |
| 99952 | 100994 | 99995 | 0.532780 | F | FR | MASS | 1 | 0 | 3 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.901392 | 4455 | 365 | 21 | 0.024090 | 0 |
| 99953 | 100995 | 99996 | 0.581166 | F | FR | MASS | 1 | 0 | 2 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.835612 | 128 | 365 | 89 | 0.035145 | 0 |
| 99954 | 100996 | 99997 | 0.900034 | M | FR | MASS | 0 | 0 | 2 | 5.809700 | 17.4291 | 5.809700 | 17.4291 | 0.999819 | 7147 | 365 | 36 | 0.038040 | 0 |
| 99955 | 100997 | 99998 | 0.741915 | F | FR | MASS | 0 | 0 | 2 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.835333 | 1472 | 365 | 13 | 0.029770 | 0 |
| 99956 | 100998 | 99999 | 0.067159 | F | NL | MASS | 0 | 1 | 1 | 0.000000 | 0.0000 | 0.000000 | 0.0000 | 0.900404 | 6045 | 365 | 51 | 0.032472 | 0 |
| 99957 | 100999 | 100000 | 0.786798 | M | FR | MASS | 0 | 0 | 1 | 1.178967 | 3.5369 | 1.123867 | 3.3716 | 0.908269 | 1519 | 365 | 52 | 0.046615 | 0 |